Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.8 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 7 |
| DateTime | 2 |
Preço de Venda Anterior is highly overall correlated with Retorno sobre Investimento (ROI) | High correlation |
Retorno sobre Investimento (ROI) is highly overall correlated with Preço de Venda Anterior | High correlation |
ID da Propriedade is uniformly distributed | Uniform |
ID da Propriedade has unique values | Unique |
Área Total (em metros quadrados) has unique values | Unique |
Taxas de Juros Atuais has unique values | Unique |
Custos de Manutenção Anuais has unique values | Unique |
Taxas de Condomínio Mensais has unique values | Unique |
Impostos sobre a Propriedade has unique values | Unique |
Histórico de Valorização has unique values | Unique |
Fluxos de Caixa Anuais has unique values | Unique |
Retorno sobre Investimento (ROI) has unique values | Unique |
Reproduction
| Analysis started | 2023-09-07 20:56:21.004394 |
|---|---|
| Analysis finished | 2023-09-07 20:56:50.549667 |
| Duration | 29.55 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
ID da Propriedade
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4999.5 |
| Minimum | 0 |
|---|---|
| Maximum | 9999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 499.95 |
| Q1 | 2499.75 |
| median | 4999.5 |
| Q3 | 7499.25 |
| 95-th percentile | 9499.05 |
| Maximum | 9999 |
| Range | 9999 |
| Interquartile range (IQR) | 4999.5 |
Descriptive statistics
| Standard deviation | 2886.8957 |
|---|---|
| Coefficient of variation (CV) | 0.57743688 |
| Kurtosis | -1.2 |
| Mean | 4999.5 |
| Median Absolute Deviation (MAD) | 2500 |
| Skewness | 0 |
| Sum | 49995000 |
| Variance | 8334166.7 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 6670 | 1 | < 0.1% |
| 6663 | 1 | < 0.1% |
| 6664 | 1 | < 0.1% |
| 6665 | 1 | < 0.1% |
| 6666 | 1 | < 0.1% |
| 6667 | 1 | < 0.1% |
| 6668 | 1 | < 0.1% |
| 6669 | 1 | < 0.1% |
| 6671 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 9999 | 1 | |
| 9998 | 1 | |
| 9997 | 1 | |
| 9996 | 1 | |
| 9995 | 1 | |
| 9994 | 1 | |
| 9993 | 1 | |
| 9992 | 1 | |
| 9991 | 1 | |
| 9990 | 1 |
Tipo de Imóvel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Casa | |
|---|---|
| Apartamento | |
| Condomínio |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 8.3137 |
| Min length | 4 |
Characters and Unicode
| Total characters | 83137 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Condomínio |
|---|---|
| 2nd row | Apartamento |
| 3rd row | Casa |
| 4th row | Apartamento |
| 5th row | Apartamento |
Common Values
| Value | Count | Frequency (%) |
| Casa | 3364 | |
| Apartamento | 3321 | |
| Condomínio | 3315 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| casa | 3364 | |
| apartamento | 3321 | |
| condomínio | 3315 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 13370 | |
| o | 13266 | |
| n | 9951 | |
| C | 6679 | |
| t | 6642 | |
| m | 6636 | |
| s | 3364 | 4.0% |
| A | 3321 | 4.0% |
| p | 3321 | 4.0% |
| r | 3321 | 4.0% |
| Other values (4) | 13266 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 73137 | |
| Uppercase Letter | 10000 | 12.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 13370 | |
| o | 13266 | |
| n | 9951 | |
| t | 6642 | |
| m | 6636 | |
| s | 3364 | 4.6% |
| p | 3321 | 4.5% |
| r | 3321 | 4.5% |
| e | 3321 | 4.5% |
| d | 3315 | 4.5% |
| Other values (2) | 6630 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 6679 | |
| A | 3321 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 83137 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 13370 | |
| o | 13266 | |
| n | 9951 | |
| C | 6679 | |
| t | 6642 | |
| m | 6636 | |
| s | 3364 | 4.0% |
| A | 3321 | 4.0% |
| p | 3321 | 4.0% |
| r | 3321 | 4.0% |
| Other values (4) | 13266 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 79822 | |
| None | 3315 | 4.0% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 13370 | |
| o | 13266 | |
| n | 9951 | |
| C | 6679 | |
| t | 6642 | |
| m | 6636 | |
| s | 3364 | 4.2% |
| A | 3321 | 4.2% |
| p | 3321 | 4.2% |
| r | 3321 | 4.2% |
| Other values (3) | 9951 |
None
| Value | Count | Frequency (%) |
| í | 3315 |
Localização
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Cidade 3 | |
|---|---|
| Cidade 8 | |
| Cidade 6 | |
| Cidade 4 | |
| Cidade 10 | |
| Other values (5) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.0991 |
| Min length | 8 |
Characters and Unicode
| Total characters | 80991 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cidade 2 |
|---|---|
| 2nd row | Cidade 9 |
| 3rd row | Cidade 4 |
| 4th row | Cidade 3 |
| 5th row | Cidade 10 |
Common Values
| Value | Count | Frequency (%) |
| Cidade 3 | 1073 | |
| Cidade 8 | 1071 | |
| Cidade 6 | 1018 | |
| Cidade 4 | 1016 | |
| Cidade 10 | 991 | |
| Cidade 1 | 981 | |
| Cidade 7 | 978 | |
| Cidade 5 | 972 | |
| Cidade 9 | 968 | |
| Cidade 2 | 932 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cidade | 10000 | |
| 3 | 1073 | 5.4% |
| 8 | 1071 | 5.4% |
| 6 | 1018 | 5.1% |
| 4 | 1016 | 5.1% |
| 10 | 991 | 5.0% |
| 1 | 981 | 4.9% |
| 7 | 978 | 4.9% |
| 5 | 972 | 4.9% |
| 9 | 968 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 20000 | |
| C | 10000 | |
| i | 10000 | |
| a | 10000 | |
| e | 10000 | |
| 10000 | ||
| 1 | 1972 | 2.4% |
| 3 | 1073 | 1.3% |
| 8 | 1071 | 1.3% |
| 6 | 1018 | 1.3% |
| Other values (6) | 5857 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 50000 | |
| Decimal Number | 10991 | 13.6% |
| Uppercase Letter | 10000 | 12.3% |
| Space Separator | 10000 | 12.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1972 | |
| 3 | 1073 | |
| 8 | 1071 | |
| 6 | 1018 | |
| 4 | 1016 | |
| 0 | 991 | |
| 7 | 978 | |
| 5 | 972 | |
| 9 | 968 | |
| 2 | 932 |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 20000 | |
| i | 10000 | |
| a | 10000 | |
| e | 10000 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 10000 |
Space Separator
| Value | Count | Frequency (%) |
| 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 60000 | |
| Common | 20991 | 25.9% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 10000 | ||
| 1 | 1972 | 9.4% |
| 3 | 1073 | 5.1% |
| 8 | 1071 | 5.1% |
| 6 | 1018 | 4.8% |
| 4 | 1016 | 4.8% |
| 0 | 991 | 4.7% |
| 7 | 978 | 4.7% |
| 5 | 972 | 4.6% |
| 9 | 968 | 4.6% |
Latin
| Value | Count | Frequency (%) |
| d | 20000 | |
| C | 10000 | |
| i | 10000 | |
| a | 10000 | |
| e | 10000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 80991 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| d | 20000 | |
| C | 10000 | |
| i | 10000 | |
| a | 10000 | |
| e | 10000 | |
| 10000 | ||
| 1 | 1972 | 2.4% |
| 3 | 1073 | 1.3% |
| 8 | 1071 | 1.3% |
| 6 | 1018 | 1.3% |
| Other values (6) | 5857 | 7.2% |
Número de Quartos
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5228 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.7169085 |
|---|---|
| Coefficient of variation (CV) | 0.48737043 |
| Kurtosis | -1.2803966 |
| Mean | 3.5228 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.011566165 |
| Sum | 35228 |
| Variance | 2.9477749 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 6 | 1742 | |
| 2 | 1666 | |
| 4 | 1656 | |
| 5 | 1654 | |
| 1 | 1648 | |
| 3 | 1634 |
| Value | Count | Frequency (%) |
| 1 | 1648 | |
| 2 | 1666 | |
| 3 | 1634 | |
| 4 | 1656 | |
| 5 | 1654 | |
| 6 | 1742 |
| Value | Count | Frequency (%) |
| 6 | 1742 | |
| 5 | 1654 | |
| 4 | 1656 | |
| 3 | 1634 | |
| 2 | 1666 | |
| 1 | 1648 |
Número de Banheiros
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2518 | |
| 2 | 2507 | |
| 4 | 2490 | |
| 1 | 2485 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 2518 | |
| 2 | 2507 | |
| 4 | 2490 | |
| 1 | 2485 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 2518 | |
| 2 | 2507 | |
| 4 | 2490 | |
| 1 | 2485 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 2518 | |
| 2 | 2507 | |
| 4 | 2490 | |
| 1 | 2485 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 2518 | |
| 2 | 2507 | |
| 4 | 2490 | |
| 1 | 2485 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 2518 | |
| 2 | 2507 | |
| 4 | 2490 | |
| 1 | 2485 |
Área Total (em metros quadrados)
Real number (ℝ)
UNIQUE
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174.42471 |
| Minimum | 50.029975 |
|---|---|
| Maximum | 299.99237 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 50.029975 |
|---|---|
| 5-th percentile | 62.398304 |
| Q1 | 111.30489 |
| median | 174.20364 |
| Q3 | 237.26656 |
| 95-th percentile | 287.66745 |
| Maximum | 299.99237 |
| Range | 249.9624 |
| Interquartile range (IQR) | 125.96167 |
Descriptive statistics
| Standard deviation | 72.288497 |
|---|---|
| Coefficient of variation (CV) | 0.41443955 |
| Kurtosis | -1.2073878 |
| Mean | 174.42471 |
| Median Absolute Deviation (MAD) | 62.936804 |
| Skewness | 0.022387893 |
| Sum | 1744247.1 |
| Variance | 5225.6268 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 132.5164833 | 1 | < 0.1% |
| 141.2527997 | 1 | < 0.1% |
| 180.0529384 | 1 | < 0.1% |
| 128.2495943 | 1 | < 0.1% |
| 152.3296062 | 1 | < 0.1% |
| 60.98447424 | 1 | < 0.1% |
| 102.9274619 | 1 | < 0.1% |
| 55.42767237 | 1 | < 0.1% |
| 73.4354479 | 1 | < 0.1% |
| 280.7208024 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 50.02997545 | 1 | |
| 50.06434721 | 1 | |
| 50.08660563 | 1 | |
| 50.10271433 | 1 | |
| 50.18461476 | 1 | |
| 50.23092467 | 1 | |
| 50.24697697 | 1 | |
| 50.27180469 | 1 | |
| 50.27733408 | 1 | |
| 50.27859945 | 1 |
| Value | Count | Frequency (%) |
| 299.992371 | 1 | |
| 299.9850678 | 1 | |
| 299.9422512 | 1 | |
| 299.9368812 | 1 | |
| 299.9148751 | 1 | |
| 299.8811765 | 1 | |
| 299.8739193 | 1 | |
| 299.8520367 | 1 | |
| 299.8483253 | 1 | |
| 299.8410294 | 1 |
Idade da Propriedade
Real number (ℝ)
| Distinct | 49 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.1161 |
| Minimum | 1 |
|---|---|
| Maximum | 49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 13 |
| median | 25 |
| Q3 | 38 |
| 95-th percentile | 47 |
| Maximum | 49 |
| Range | 48 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 14.23054 |
|---|---|
| Coefficient of variation (CV) | 0.56659036 |
| Kurtosis | -1.2232842 |
| Mean | 25.1161 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.0073249912 |
| Sum | 251161 |
| Variance | 202.50827 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 12 | 236 | 2.4% |
| 26 | 227 | 2.3% |
| 43 | 226 | 2.3% |
| 42 | 222 | 2.2% |
| 38 | 222 | 2.2% |
| 13 | 216 | 2.2% |
| 10 | 216 | 2.2% |
| 39 | 215 | 2.1% |
| 27 | 215 | 2.1% |
| 40 | 215 | 2.1% |
| Other values (39) | 7790 |
| Value | Count | Frequency (%) |
| 1 | 193 | |
| 2 | 212 | |
| 3 | 208 | |
| 4 | 193 | |
| 5 | 213 | |
| 6 | 210 | |
| 7 | 194 | |
| 8 | 212 | |
| 9 | 202 | |
| 10 | 216 |
| Value | Count | Frequency (%) |
| 49 | 212 | |
| 48 | 205 | |
| 47 | 206 | |
| 46 | 205 | |
| 45 | 208 | |
| 44 | 205 | |
| 43 | 226 | |
| 42 | 222 | |
| 41 | 210 | |
| 40 | 215 |
Condição da Propriedade
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Boa | |
|---|---|
| Ruim | |
| Média | |
| Excelente |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.2326 |
| Min length | 3 |
Characters and Unicode
| Total characters | 52326 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Boa |
|---|---|
| 2nd row | Ruim |
| 3rd row | Ruim |
| 4th row | Excelente |
| 5th row | Excelente |
Common Values
| Value | Count | Frequency (%) |
| Boa | 2534 | |
| Ruim | 2506 | |
| Média | 2485 | |
| Excelente | 2475 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| boa | 2534 | |
| ruim | 2506 | |
| média | 2485 | |
| excelente | 2475 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 7425 | |
| a | 5019 | 9.6% |
| i | 4991 | 9.5% |
| B | 2534 | 4.8% |
| o | 2534 | 4.8% |
| R | 2506 | 4.8% |
| u | 2506 | 4.8% |
| m | 2506 | 4.8% |
| d | 2485 | 4.7% |
| é | 2485 | 4.7% |
| Other values (7) | 17335 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 42326 | |
| Uppercase Letter | 10000 | 19.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 7425 | |
| a | 5019 | |
| i | 4991 | |
| o | 2534 | 6.0% |
| u | 2506 | 5.9% |
| m | 2506 | 5.9% |
| d | 2485 | 5.9% |
| é | 2485 | 5.9% |
| x | 2475 | 5.8% |
| c | 2475 | 5.8% |
| Other values (3) | 7425 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 2534 | |
| R | 2506 | |
| M | 2485 | |
| E | 2475 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 52326 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 7425 | |
| a | 5019 | 9.6% |
| i | 4991 | 9.5% |
| B | 2534 | 4.8% |
| o | 2534 | 4.8% |
| R | 2506 | 4.8% |
| u | 2506 | 4.8% |
| m | 2506 | 4.8% |
| d | 2485 | 4.7% |
| é | 2485 | 4.7% |
| Other values (7) | 17335 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 49841 | |
| None | 2485 | 4.7% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 7425 | |
| a | 5019 | 10.1% |
| i | 4991 | 10.0% |
| B | 2534 | 5.1% |
| o | 2534 | 5.1% |
| R | 2506 | 5.0% |
| u | 2506 | 5.0% |
| m | 2506 | 5.0% |
| d | 2485 | 5.0% |
| M | 2485 | 5.0% |
| Other values (6) | 14850 |
None
| Value | Count | Frequency (%) |
| é | 2485 |
Amenidades
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Garagem, Piscina | |
|---|---|
| Garagem, Vista panorâmica | |
| Piscina, Garagem | |
| Piscina, Vista panorâmica | |
| Jardim, Vista panorâmica | |
| Other values (7) |
Length
| Max length | 25 |
|---|---|
| Median length | 24 |
| Mean length | 19.9978 |
| Min length | 15 |
Characters and Unicode
| Total characters | 199978 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Jardim, Piscina |
|---|---|
| 2nd row | Jardim, Garagem |
| 3rd row | Garagem, Jardim |
| 4th row | Garagem, Jardim |
| 5th row | Piscina, Garagem |
Common Values
| Value | Count | Frequency (%) |
| Garagem, Piscina | 866 | |
| Garagem, Vista panorâmica | 853 | |
| Piscina, Garagem | 849 | |
| Piscina, Vista panorâmica | 838 | |
| Jardim, Vista panorâmica | 837 | |
| Piscina, Jardim | 835 | |
| Vista panorâmica, Piscina | 831 | |
| Jardim, Piscina | 824 | |
| Vista panorâmica, Garagem | 822 | |
| Garagem, Jardim | 818 | |
| Other values (2) | 1627 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| piscina | 5043 | |
| garagem | 5025 | |
| vista | 4991 | |
| panorâmica | 4991 | |
| jardim | 4941 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 35007 | |
| i | 25009 | |
| 14991 | 7.5% | |
| r | 14957 | 7.5% |
| m | 14957 | 7.5% |
| s | 10034 | 5.0% |
| n | 10034 | 5.0% |
| c | 10034 | 5.0% |
| , | 10000 | 5.0% |
| P | 5043 | 2.5% |
| Other values (10) | 49912 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 154987 | |
| Uppercase Letter | 20000 | 10.0% |
| Space Separator | 14991 | 7.5% |
| Other Punctuation | 10000 | 5.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 35007 | |
| i | 25009 | |
| r | 14957 | |
| m | 14957 | |
| s | 10034 | 6.5% |
| n | 10034 | 6.5% |
| c | 10034 | 6.5% |
| e | 5025 | 3.2% |
| g | 5025 | 3.2% |
| t | 4991 | 3.2% |
| Other values (4) | 19914 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 5043 | |
| G | 5025 | |
| V | 4991 | |
| J | 4941 |
Space Separator
| Value | Count | Frequency (%) |
| 14991 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 174987 | |
| Common | 24991 | 12.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 35007 | |
| i | 25009 | |
| r | 14957 | 8.5% |
| m | 14957 | 8.5% |
| s | 10034 | 5.7% |
| n | 10034 | 5.7% |
| c | 10034 | 5.7% |
| P | 5043 | 2.9% |
| G | 5025 | 2.9% |
| e | 5025 | 2.9% |
| Other values (8) | 39862 |
Common
| Value | Count | Frequency (%) |
| 14991 | ||
| , | 10000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 194987 | |
| None | 4991 | 2.5% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 35007 | |
| i | 25009 | |
| 14991 | 7.7% | |
| r | 14957 | 7.7% |
| m | 14957 | 7.7% |
| s | 10034 | 5.1% |
| n | 10034 | 5.1% |
| c | 10034 | 5.1% |
| , | 10000 | 5.1% |
| P | 5043 | 2.6% |
| Other values (9) | 44921 |
None
| Value | Count | Frequency (%) |
| â | 4991 |
Preço de Venda Anterior
Real number (ℝ)
HIGH CORRELATION
| Distinct | 9985 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2547788.4 |
| Minimum | 50561 |
|---|---|
| Maximum | 4999713 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 50561 |
|---|---|
| 5-th percentile | 309899.15 |
| Q1 | 1301099.5 |
| median | 2573457.5 |
| Q3 | 3766462 |
| 95-th percentile | 4754152.8 |
| Maximum | 4999713 |
| Range | 4949152 |
| Interquartile range (IQR) | 2465362.5 |
Descriptive statistics
| Standard deviation | 1422560.9 |
|---|---|
| Coefficient of variation (CV) | 0.55835127 |
| Kurtosis | -1.1901187 |
| Mean | 2547788.4 |
| Median Absolute Deviation (MAD) | 1233890.5 |
| Skewness | -0.028053806 |
| Sum | 2.5477884 × 1010 |
| Variance | 2.0236794 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 903255 | 2 | < 0.1% |
| 1188172 | 2 | < 0.1% |
| 4008657 | 2 | < 0.1% |
| 3499980 | 2 | < 0.1% |
| 2425587 | 2 | < 0.1% |
| 3927641 | 2 | < 0.1% |
| 174806 | 2 | < 0.1% |
| 2821064 | 2 | < 0.1% |
| 1381146 | 2 | < 0.1% |
| 4895384 | 2 | < 0.1% |
| Other values (9975) | 9980 |
| Value | Count | Frequency (%) |
| 50561 | 1 | |
| 50861 | 1 | |
| 51087 | 1 | |
| 53198 | 1 | |
| 53565 | 1 | |
| 53631 | 1 | |
| 53943 | 1 | |
| 55430 | 1 | |
| 55757 | 1 | |
| 58077 | 1 |
| Value | Count | Frequency (%) |
| 4999713 | 1 | |
| 4999666 | 1 | |
| 4999263 | 1 | |
| 4999102 | 1 | |
| 4998376 | 1 | |
| 4997977 | 1 | |
| 4996865 | 1 | |
| 4996466 | 1 | |
| 4995617 | 1 | |
| 4995059 | 1 |
| Distinct | 7272 |
|---|---|
| Distinct (%) | 72.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Minimum | 1980-01-02 00:00:00 |
|---|---|
| Maximum | 2023-12-28 00:00:00 |
Histogram with fixed size bins (bins=50)
Histórico de Aluguel
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Sim | |
|---|---|
| Não |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 30000 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Não |
|---|---|
| 2nd row | Não |
| 3rd row | Não |
| 4th row | Sim |
| 5th row | Sim |
Common Values
| Value | Count | Frequency (%) |
| Sim | 5047 | |
| Não | 4953 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sim | 5047 | |
| não | 4953 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 5047 | |
| i | 5047 | |
| m | 5047 | |
| N | 4953 | |
| ã | 4953 | |
| o | 4953 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 20000 | |
| Uppercase Letter | 10000 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 5047 | |
| m | 5047 | |
| ã | 4953 | |
| o | 4953 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 5047 | |
| N | 4953 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 30000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 5047 | |
| i | 5047 | |
| m | 5047 | |
| N | 4953 | |
| ã | 4953 | |
| o | 4953 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25047 | |
| None | 4953 | 16.5% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 5047 | |
| i | 5047 | |
| m | 5047 | |
| N | 4953 | |
| o | 4953 |
None
| Value | Count | Frequency (%) |
| ã | 4953 |
Taxas de Juros Atuais
Real number (ℝ)
UNIQUE
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0191612 |
| Minimum | 2.0005724 |
|---|---|
| Maximum | 5.9998766 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 2.0005724 |
|---|---|
| 5-th percentile | 2.2194968 |
| Q1 | 3.0253364 |
| median | 4.0389695 |
| Q3 | 4.9953185 |
| 95-th percentile | 5.8025812 |
| Maximum | 5.9998766 |
| Range | 3.9993042 |
| Interquartile range (IQR) | 1.9699821 |
Descriptive statistics
| Standard deviation | 1.1458843 |
|---|---|
| Coefficient of variation (CV) | 0.28510534 |
| Kurtosis | -1.181104 |
| Mean | 4.0191612 |
| Median Absolute Deviation (MAD) | 0.98816305 |
| Skewness | -0.021905092 |
| Sum | 40191.612 |
| Variance | 1.3130509 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.768412977 | 1 | < 0.1% |
| 5.864338165 | 1 | < 0.1% |
| 3.431830421 | 1 | < 0.1% |
| 5.949160387 | 1 | < 0.1% |
| 2.652809574 | 1 | < 0.1% |
| 5.641514137 | 1 | < 0.1% |
| 2.115837583 | 1 | < 0.1% |
| 2.942977085 | 1 | < 0.1% |
| 4.785595111 | 1 | < 0.1% |
| 4.773862045 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 2.000572391 | 1 | |
| 2.001053149 | 1 | |
| 2.001233192 | 1 | |
| 2.002083342 | 1 | |
| 2.002526597 | 1 | |
| 2.002614399 | 1 | |
| 2.003170141 | 1 | |
| 2.004176952 | 1 | |
| 2.004233655 | 1 | |
| 2.005166728 | 1 |
| Value | Count | Frequency (%) |
| 5.999876608 | 1 | |
| 5.999321971 | 1 | |
| 5.998424707 | 1 | |
| 5.997926654 | 1 | |
| 5.997690757 | 1 | |
| 5.997559774 | 1 | |
| 5.997402011 | 1 | |
| 5.996972547 | 1 | |
| 5.996684588 | 1 | |
| 5.996631277 | 1 |
Custos de Manutenção Anuais
Real number (ℝ)
UNIQUE
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2575.668 |
| Minimum | 100.74002 |
|---|---|
| Maximum | 4999.9062 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 100.74002 |
|---|---|
| 5-th percentile | 355.45213 |
| Q1 | 1373.1778 |
| median | 2579.1333 |
| Q3 | 3807.5477 |
| 95-th percentile | 4760.536 |
| Maximum | 4999.9062 |
| Range | 4899.1662 |
| Interquartile range (IQR) | 2434.3698 |
Descriptive statistics
| Standard deviation | 1410.1589 |
|---|---|
| Coefficient of variation (CV) | 0.54749249 |
| Kurtosis | -1.194048 |
| Mean | 2575.668 |
| Median Absolute Deviation (MAD) | 1221.1767 |
| Skewness | -0.024184879 |
| Sum | 25756680 |
| Variance | 1988548.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 143.2110906 | 1 | < 0.1% |
| 4024.757527 | 1 | < 0.1% |
| 1748.969237 | 1 | < 0.1% |
| 3787.014242 | 1 | < 0.1% |
| 1031.915601 | 1 | < 0.1% |
| 723.6072693 | 1 | < 0.1% |
| 1004.552108 | 1 | < 0.1% |
| 2694.926964 | 1 | < 0.1% |
| 3419.529095 | 1 | < 0.1% |
| 582.3877829 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 100.7400172 | 1 | |
| 100.9073733 | 1 | |
| 102.3146468 | 1 | |
| 103.3411314 | 1 | |
| 103.9291634 | 1 | |
| 103.9391474 | 1 | |
| 105.7794728 | 1 | |
| 106.6301897 | 1 | |
| 108.0783343 | 1 | |
| 108.9056146 | 1 |
| Value | Count | Frequency (%) |
| 4999.906235 | 1 | |
| 4999.766924 | 1 | |
| 4999.553809 | 1 | |
| 4997.560696 | 1 | |
| 4996.903569 | 1 | |
| 4996.555228 | 1 | |
| 4995.635205 | 1 | |
| 4995.631541 | 1 | |
| 4995.608585 | 1 | |
| 4995.577046 | 1 |
Taxas de Condomínio Mensais
Real number (ℝ)
UNIQUE
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 276.07205 |
| Minimum | 50.005069 |
|---|---|
| Maximum | 499.97038 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 50.005069 |
|---|---|
| 5-th percentile | 72.736811 |
| Q1 | 164.84844 |
| median | 276.0354 |
| Q3 | 388.17671 |
| 95-th percentile | 477.36374 |
| Maximum | 499.97038 |
| Range | 449.96531 |
| Interquartile range (IQR) | 223.32827 |
Descriptive statistics
| Standard deviation | 129.46891 |
|---|---|
| Coefficient of variation (CV) | 0.46896782 |
| Kurtosis | -1.1923987 |
| Mean | 276.07205 |
| Median Absolute Deviation (MAD) | 111.47305 |
| Skewness | -0.00049048624 |
| Sum | 2760720.5 |
| Variance | 16762.198 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 339.415339 | 1 | < 0.1% |
| 135.3145377 | 1 | < 0.1% |
| 363.2617612 | 1 | < 0.1% |
| 241.8507575 | 1 | < 0.1% |
| 252.5152955 | 1 | < 0.1% |
| 213.5145154 | 1 | < 0.1% |
| 348.2562374 | 1 | < 0.1% |
| 191.7659685 | 1 | < 0.1% |
| 136.0380641 | 1 | < 0.1% |
| 406.3093932 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 50.00506921 | 1 | |
| 50.0166546 | 1 | |
| 50.02038182 | 1 | |
| 50.05618813 | 1 | |
| 50.07982918 | 1 | |
| 50.14630773 | 1 | |
| 50.15289404 | 1 | |
| 50.21073772 | 1 | |
| 50.23063884 | 1 | |
| 50.23664789 | 1 |
| Value | Count | Frequency (%) |
| 499.9703751 | 1 | |
| 499.9600306 | 1 | |
| 499.914181 | 1 | |
| 499.9036029 | 1 | |
| 499.8879881 | 1 | |
| 499.8470332 | 1 | |
| 499.833329 | 1 | |
| 499.7550325 | 1 | |
| 499.7351845 | 1 | |
| 499.7031839 | 1 |
Impostos sobre a Propriedade
Real number (ℝ)
UNIQUE
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2755.6276 |
| Minimum | 500.14366 |
|---|---|
| Maximum | 4999.812 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 500.14366 |
|---|---|
| 5-th percentile | 721.88652 |
| Q1 | 1635.1543 |
| median | 2744.0391 |
| Q3 | 3877.1666 |
| 95-th percentile | 4774.2716 |
| Maximum | 4999.812 |
| Range | 4499.6683 |
| Interquartile range (IQR) | 2242.0124 |
Descriptive statistics
| Standard deviation | 1298.6374 |
|---|---|
| Coefficient of variation (CV) | 0.47126737 |
| Kurtosis | -1.1995897 |
| Mean | 2755.6276 |
| Median Absolute Deviation (MAD) | 1120.3179 |
| Skewness | -0.0040166998 |
| Sum | 27556276 |
| Variance | 1686459 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3478.119342 | 1 | < 0.1% |
| 3601.375184 | 1 | < 0.1% |
| 1447.726041 | 1 | < 0.1% |
| 3339.752304 | 1 | < 0.1% |
| 961.8023228 | 1 | < 0.1% |
| 2900.509047 | 1 | < 0.1% |
| 2947.223927 | 1 | < 0.1% |
| 1222.97801 | 1 | < 0.1% |
| 4362.948425 | 1 | < 0.1% |
| 2769.974023 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 500.1436563 | 1 | |
| 500.3037817 | 1 | |
| 500.7945611 | 1 | |
| 501.3044766 | 1 | |
| 501.5392372 | 1 | |
| 501.6479774 | 1 | |
| 501.6834149 | 1 | |
| 502.8304571 | 1 | |
| 504.0098407 | 1 | |
| 504.3014854 | 1 |
| Value | Count | Frequency (%) |
| 4999.811952 | 1 | |
| 4999.693212 | 1 | |
| 4999.633425 | 1 | |
| 4998.884294 | 1 | |
| 4998.581906 | 1 | |
| 4997.755666 | 1 | |
| 4997.464953 | 1 | |
| 4996.974493 | 1 | |
| 4996.623324 | 1 | |
| 4995.298285 | 1 |
Histórico de Valorização
Real number (ℝ)
UNIQUE
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.299023 |
| Minimum | 0.10000306 |
|---|---|
| Maximum | 0.49995762 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0.10000306 |
|---|---|
| 5-th percentile | 0.11862847 |
| Q1 | 0.19758835 |
| median | 0.29741821 |
| Q3 | 0.40081344 |
| 95-th percentile | 0.47979531 |
| Maximum | 0.49995762 |
| Range | 0.39995456 |
| Interquartile range (IQR) | 0.20322509 |
Descriptive statistics
| Standard deviation | 0.11631834 |
|---|---|
| Coefficient of variation (CV) | 0.38899462 |
| Kurtosis | -1.2190172 |
| Mean | 0.299023 |
| Median Absolute Deviation (MAD) | 0.10171365 |
| Skewness | 0.0063400948 |
| Sum | 2990.23 |
| Variance | 0.013529956 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1308608439 | 1 | < 0.1% |
| 0.2582687161 | 1 | < 0.1% |
| 0.1341726427 | 1 | < 0.1% |
| 0.1189671105 | 1 | < 0.1% |
| 0.2221380288 | 1 | < 0.1% |
| 0.1664799689 | 1 | < 0.1% |
| 0.422992636 | 1 | < 0.1% |
| 0.4210188527 | 1 | < 0.1% |
| 0.1412439448 | 1 | < 0.1% |
| 0.2845010092 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 0.1000030613 | 1 | |
| 0.1000064443 | 1 | |
| 0.1000119694 | 1 | |
| 0.1000659294 | 1 | |
| 0.1000676273 | 1 | |
| 0.1000968662 | 1 | |
| 0.1000980848 | 1 | |
| 0.1000992743 | 1 | |
| 0.1001944103 | 1 | |
| 0.1002884366 | 1 |
| Value | Count | Frequency (%) |
| 0.4999576169 | 1 | |
| 0.4999481209 | 1 | |
| 0.4999411794 | 1 | |
| 0.4997964596 | 1 | |
| 0.4997912963 | 1 | |
| 0.4997802256 | 1 | |
| 0.4996646366 | 1 | |
| 0.4995987482 | 1 | |
| 0.4995635439 | 1 | |
| 0.4995597177 | 1 |
Fluxos de Caixa Anuais
Real number (ℝ)
UNIQUE
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25455.534 |
| Minimum | 1003.4996 |
|---|---|
| Maximum | 49991.564 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 1003.4996 |
|---|---|
| 5-th percentile | 3349.9124 |
| Q1 | 13057.946 |
| median | 25635.702 |
| Q3 | 37835.854 |
| 95-th percentile | 47397.381 |
| Maximum | 49991.564 |
| Range | 48988.064 |
| Interquartile range (IQR) | 24777.908 |
Descriptive statistics
| Standard deviation | 14184.466 |
|---|---|
| Coefficient of variation (CV) | 0.55722526 |
| Kurtosis | -1.2080636 |
| Mean | 25455.534 |
| Median Absolute Deviation (MAD) | 12408.908 |
| Skewness | -0.012058094 |
| Sum | 2.5455534 × 108 |
| Variance | 2.0119908 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 47250.32375 | 1 | < 0.1% |
| 10269.10107 | 1 | < 0.1% |
| 38318.34826 | 1 | < 0.1% |
| 25804.52839 | 1 | < 0.1% |
| 28916.83228 | 1 | < 0.1% |
| 28478.40512 | 1 | < 0.1% |
| 40794.77324 | 1 | < 0.1% |
| 41140.35576 | 1 | < 0.1% |
| 22432.39793 | 1 | < 0.1% |
| 15646.74024 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 1003.499644 | 1 | |
| 1004.293073 | 1 | |
| 1016.293662 | 1 | |
| 1036.818163 | 1 | |
| 1042.852941 | 1 | |
| 1046.399005 | 1 | |
| 1051.966339 | 1 | |
| 1052.251334 | 1 | |
| 1053.595173 | 1 | |
| 1068.309871 | 1 |
| Value | Count | Frequency (%) |
| 49991.56366 | 1 | |
| 49990.71478 | 1 | |
| 49990.18152 | 1 | |
| 49989.47341 | 1 | |
| 49977.95932 | 1 | |
| 49976.20755 | 1 | |
| 49973.40656 | 1 | |
| 49967.63078 | 1 | |
| 49966.81188 | 1 | |
| 49965.32061 | 1 |
Retorno sobre Investimento (ROI)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1021347.2 |
| Minimum | 22016.399 |
|---|---|
| Maximum | 2002233.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 22016.399 |
|---|---|
| 5-th percentile | 126280.9 |
| Q1 | 522881.35 |
| median | 1031706.6 |
| Q3 | 1508920.1 |
| 95-th percentile | 1903643.8 |
| Maximum | 2002233.9 |
| Range | 1980217.5 |
| Interquartile range (IQR) | 986038.76 |
Descriptive statistics
| Standard deviation | 569027.47 |
|---|---|
| Coefficient of variation (CV) | 0.55713424 |
| Kurtosis | -1.1900573 |
| Mean | 1021347.2 |
| Median Absolute Deviation (MAD) | 493935.13 |
| Skewness | -0.028053114 |
| Sum | 1.0213472 × 1010 |
| Variance | 3.2379226 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1706092.663 | 1 | < 0.1% |
| 179037.3426 | 1 | < 0.1% |
| 1957968.418 | 1 | < 0.1% |
| 199846.9009 | 1 | < 0.1% |
| 841513.8988 | 1 | < 0.1% |
| 764743.0533 | 1 | < 0.1% |
| 637024.8811 | 1 | < 0.1% |
| 746621.1568 | 1 | < 0.1% |
| 1809588.644 | 1 | < 0.1% |
| 1255128.681 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 22016.39861 | 1 | |
| 22342.14089 | 1 | |
| 22659.97783 | 1 | |
| 22705.22205 | 1 | |
| 22735.69469 | 1 | |
| 23603.05429 | 1 | |
| 24271.01406 | 1 | |
| 24525.75255 | 1 | |
| 24574.08933 | 1 | |
| 24755.37535 | 1 |
| Value | Count | Frequency (%) |
| 2002233.928 | 1 | |
| 2002225.978 | 1 | |
| 2002103.362 | 1 | |
| 2002009.614 | 1 | |
| 2001963.985 | 1 | |
| 2001508.747 | 1 | |
| 2001246.826 | 1 | |
| 2000626.709 | 1 | |
| 2000555.686 | 1 | |
| 2000461.446 | 1 |
| Distinct | 4117 |
|---|---|
| Distinct (%) | 41.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Minimum | 2010-01-01 00:00:00 |
|---|---|
| Maximum | 2023-12-28 00:00:00 |
Histogram with fixed size bins (bins=50)
Fonte dos Dados
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Redfin | |
|---|---|
| Zillow | |
| Kaggle |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 60000 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Kaggle |
|---|---|
| 2nd row | Redfin |
| 3rd row | Redfin |
| 4th row | Redfin |
| 5th row | Zillow |
Common Values
| Value | Count | Frequency (%) |
| Redfin | 3425 | |
| Zillow | 3326 | |
| Kaggle | 3249 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| redfin | 3425 | |
| zillow | 3326 | |
| kaggle | 3249 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 9901 | |
| i | 6751 | |
| e | 6674 | |
| g | 6498 | |
| R | 3425 | 5.7% |
| d | 3425 | 5.7% |
| f | 3425 | 5.7% |
| n | 3425 | 5.7% |
| Z | 3326 | 5.5% |
| o | 3326 | 5.5% |
| Other values (3) | 9824 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 50000 | |
| Uppercase Letter | 10000 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 9901 | |
| i | 6751 | |
| e | 6674 | |
| g | 6498 | |
| d | 3425 | 6.9% |
| f | 3425 | 6.9% |
| n | 3425 | 6.9% |
| o | 3326 | 6.7% |
| w | 3326 | 6.7% |
| a | 3249 | 6.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 3425 | |
| Z | 3326 | |
| K | 3249 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 60000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 9901 | |
| i | 6751 | |
| e | 6674 | |
| g | 6498 | |
| R | 3425 | 5.7% |
| d | 3425 | 5.7% |
| f | 3425 | 5.7% |
| n | 3425 | 5.7% |
| Z | 3326 | 5.5% |
| o | 3326 | 5.5% |
| Other values (3) | 9824 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 60000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 9901 | |
| i | 6751 | |
| e | 6674 | |
| g | 6498 | |
| R | 3425 | 5.7% |
| d | 3425 | 5.7% |
| f | 3425 | 5.7% |
| n | 3425 | 5.7% |
| Z | 3326 | 5.5% |
| o | 3326 | 5.5% |
| Other values (3) | 9824 |
Valor aluguel
Real number (ℝ)
| Distinct | 4015 |
|---|---|
| Distinct (%) | 40.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2787.3727 |
| Minimum | 501 |
|---|---|
| Maximum | 4999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 501 |
|---|---|
| 5-th percentile | 736.9 |
| Q1 | 1661 |
| median | 2805 |
| Q3 | 3934 |
| 95-th percentile | 4777 |
| Maximum | 4999 |
| Range | 4498 |
| Interquartile range (IQR) | 2273 |
Descriptive statistics
| Standard deviation | 1301.523 |
|---|---|
| Coefficient of variation (CV) | 0.46693542 |
| Kurtosis | -1.216073 |
| Mean | 2787.3727 |
| Median Absolute Deviation (MAD) | 1139 |
| Skewness | -0.036999631 |
| Sum | 27873727 |
| Variance | 1693962.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2474 | 8 | 0.1% |
| 4981 | 8 | 0.1% |
| 1894 | 8 | 0.1% |
| 2813 | 8 | 0.1% |
| 1041 | 8 | 0.1% |
| 4321 | 7 | 0.1% |
| 2319 | 7 | 0.1% |
| 4102 | 7 | 0.1% |
| 3860 | 7 | 0.1% |
| 1805 | 7 | 0.1% |
| Other values (4005) | 9925 |
| Value | Count | Frequency (%) |
| 501 | 1 | < 0.1% |
| 502 | 1 | < 0.1% |
| 503 | 1 | < 0.1% |
| 504 | 2 | < 0.1% |
| 505 | 1 | < 0.1% |
| 506 | 3 | |
| 507 | 4 | |
| 508 | 5 | |
| 509 | 1 | < 0.1% |
| 510 | 3 |
| Value | Count | Frequency (%) |
| 4999 | 3 | |
| 4998 | 4 | |
| 4997 | 2 | |
| 4995 | 2 | |
| 4994 | 4 | |
| 4993 | 4 | |
| 4992 | 1 | < 0.1% |
| 4991 | 2 | |
| 4990 | 2 | |
| 4989 | 1 | < 0.1% |
Preço de Venda Atual
Real number (ℝ)
| Distinct | 9991 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2517869.4 |
| Minimum | 51106 |
|---|---|
| Maximum | 4998676 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 51106 |
|---|---|
| 5-th percentile | 315149.85 |
| Q1 | 1281462 |
| median | 2506496 |
| Q3 | 3748362 |
| 95-th percentile | 4754763 |
| Maximum | 4998676 |
| Range | 4947570 |
| Interquartile range (IQR) | 2466900 |
Descriptive statistics
| Standard deviation | 1424460.1 |
|---|---|
| Coefficient of variation (CV) | 0.56574025 |
| Kurtosis | -1.2014886 |
| Mean | 2517869.4 |
| Median Absolute Deviation (MAD) | 1235726.5 |
| Skewness | 0.017005195 |
| Sum | 2.5178694 × 1010 |
| Variance | 2.0290865 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1836840 | 2 | < 0.1% |
| 707641 | 2 | < 0.1% |
| 1247854 | 2 | < 0.1% |
| 4405261 | 2 | < 0.1% |
| 2709835 | 2 | < 0.1% |
| 509097 | 2 | < 0.1% |
| 816935 | 2 | < 0.1% |
| 3794560 | 2 | < 0.1% |
| 4797143 | 2 | < 0.1% |
| 141667 | 1 | < 0.1% |
| Other values (9981) | 9981 |
| Value | Count | Frequency (%) |
| 51106 | 1 | |
| 51548 | 1 | |
| 51553 | 1 | |
| 51836 | 1 | |
| 52327 | 1 | |
| 52617 | 1 | |
| 52937 | 1 | |
| 53262 | 1 | |
| 54102 | 1 | |
| 54516 | 1 |
| Value | Count | Frequency (%) |
| 4998676 | 1 | |
| 4998511 | 1 | |
| 4998486 | 1 | |
| 4998230 | 1 | |
| 4997930 | 1 | |
| 4997922 | 1 | |
| 4996274 | 1 | |
| 4995623 | 1 | |
| 4995265 | 1 | |
| 4994808 | 1 |
| ID da Propriedade | Número de Quartos | Área Total (em metros quadrados) | Idade da Propriedade | Preço de Venda Anterior | Taxas de Juros Atuais | Custos de Manutenção Anuais | Taxas de Condomínio Mensais | Impostos sobre a Propriedade | Histórico de Valorização | Fluxos de Caixa Anuais | Retorno sobre Investimento (ROI) | Valor aluguel | Preço de Venda Atual | Tipo de Imóvel | Localização | Número de Banheiros | Condição da Propriedade | Amenidades | Histórico de Aluguel | Fonte dos Dados | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID da Propriedade | 1.000 | 0.011 | 0.013 | 0.005 | -0.004 | -0.010 | 0.015 | 0.023 | -0.017 | -0.003 | 0.005 | -0.004 | 0.011 | 0.003 | 0.021 | 0.015 | 0.011 | 0.000 | 0.009 | 0.030 | 0.004 |
| Número de Quartos | 0.011 | 1.000 | 0.012 | 0.020 | 0.002 | 0.011 | -0.008 | 0.004 | 0.001 | -0.015 | 0.015 | 0.002 | 0.007 | -0.015 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.016 |
| Área Total (em metros quadrados) | 0.013 | 0.012 | 1.000 | -0.002 | 0.001 | 0.003 | -0.006 | -0.009 | 0.005 | 0.003 | -0.030 | 0.001 | -0.016 | 0.020 | 0.016 | 0.006 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 |
| Idade da Propriedade | 0.005 | 0.020 | -0.002 | 1.000 | -0.001 | 0.007 | 0.005 | -0.006 | 0.004 | 0.010 | -0.001 | -0.001 | -0.010 | -0.004 | 0.023 | 0.018 | 0.000 | 0.017 | 0.013 | 0.011 | 0.000 |
| Preço de Venda Anterior | -0.004 | 0.002 | 0.001 | -0.001 | 1.000 | 0.006 | -0.001 | -0.008 | 0.008 | 0.002 | 0.001 | 1.000 | 0.005 | -0.005 | 0.000 | 0.015 | 0.006 | 0.022 | 0.007 | 0.000 | 0.003 |
| Taxas de Juros Atuais | -0.010 | 0.011 | 0.003 | 0.007 | 0.006 | 1.000 | 0.006 | -0.002 | 0.016 | 0.010 | -0.010 | 0.006 | -0.001 | 0.007 | 0.020 | 0.009 | 0.011 | 0.016 | 0.012 | 0.000 | 0.016 |
| Custos de Manutenção Anuais | 0.015 | -0.008 | -0.006 | 0.005 | -0.001 | 0.006 | 1.000 | -0.009 | 0.007 | 0.015 | 0.009 | -0.001 | 0.007 | 0.004 | 0.005 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Taxas de Condomínio Mensais | 0.023 | 0.004 | -0.009 | -0.006 | -0.008 | -0.002 | -0.009 | 1.000 | -0.027 | -0.005 | 0.005 | -0.008 | 0.010 | -0.003 | 0.025 | 0.013 | 0.007 | 0.000 | 0.000 | 0.017 | 0.000 |
| Impostos sobre a Propriedade | -0.017 | 0.001 | 0.005 | 0.004 | 0.008 | 0.016 | 0.007 | -0.027 | 1.000 | 0.001 | -0.006 | 0.008 | -0.013 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.021 |
| Histórico de Valorização | -0.003 | -0.015 | 0.003 | 0.010 | 0.002 | 0.010 | 0.015 | -0.005 | 0.001 | 1.000 | -0.002 | 0.002 | 0.011 | -0.004 | 0.022 | 0.000 | 0.013 | 0.004 | 0.000 | 0.024 | 0.000 |
| Fluxos de Caixa Anuais | 0.005 | 0.015 | -0.030 | -0.001 | 0.001 | -0.010 | 0.009 | 0.005 | -0.006 | -0.002 | 1.000 | 0.001 | 0.008 | -0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.007 |
| Retorno sobre Investimento (ROI) | -0.004 | 0.002 | 0.001 | -0.001 | 1.000 | 0.006 | -0.001 | -0.008 | 0.008 | 0.002 | 0.001 | 1.000 | 0.005 | -0.005 | 0.000 | 0.014 | 0.002 | 0.020 | 0.007 | 0.000 | 0.006 |
| Valor aluguel | 0.011 | 0.007 | -0.016 | -0.010 | 0.005 | -0.001 | 0.007 | 0.010 | -0.013 | 0.011 | 0.008 | 0.005 | 1.000 | -0.010 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.009 | 0.022 |
| Preço de Venda Atual | 0.003 | -0.015 | 0.020 | -0.004 | -0.005 | 0.007 | 0.004 | -0.003 | 0.004 | -0.004 | -0.006 | -0.005 | -0.010 | 1.000 | 0.000 | 0.009 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 |
| Tipo de Imóvel | 0.021 | 0.009 | 0.016 | 0.023 | 0.000 | 0.020 | 0.005 | 0.025 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.010 | 0.000 | 0.017 | 0.000 | 0.004 |
| Localização | 0.015 | 0.000 | 0.006 | 0.018 | 0.015 | 0.009 | 0.013 | 0.013 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.009 | 0.000 | 1.000 | 0.002 | 0.014 | 0.000 | 0.000 | 0.017 |
| Número de Banheiros | 0.011 | 0.000 | 0.000 | 0.000 | 0.006 | 0.011 | 0.000 | 0.007 | 0.000 | 0.013 | 0.000 | 0.002 | 0.000 | 0.000 | 0.010 | 0.002 | 1.000 | 0.000 | 0.018 | 0.007 | 0.000 |
| Condição da Propriedade | 0.000 | 0.000 | 0.000 | 0.017 | 0.022 | 0.016 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.020 | 0.006 | 0.011 | 0.000 | 0.014 | 0.000 | 1.000 | 0.000 | 0.009 | 0.000 |
| Amenidades | 0.009 | 0.000 | 0.011 | 0.013 | 0.007 | 0.012 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.017 | 0.000 | 0.018 | 0.000 | 1.000 | 0.004 | 0.000 |
| Histórico de Aluguel | 0.030 | 0.022 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.024 | 0.010 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.007 | 0.009 | 0.004 | 1.000 | 0.000 |
| Fonte dos Dados | 0.004 | 0.016 | 0.000 | 0.000 | 0.003 | 0.016 | 0.000 | 0.000 | 0.021 | 0.000 | 0.007 | 0.006 | 0.022 | 0.000 | 0.004 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| ID da Propriedade | Tipo de Imóvel | Localização | Número de Quartos | Número de Banheiros | Área Total (em metros quadrados) | Idade da Propriedade | Condição da Propriedade | Amenidades | Preço de Venda Anterior | Data de Venda Anterior | Histórico de Aluguel | Taxas de Juros Atuais | Custos de Manutenção Anuais | Taxas de Condomínio Mensais | Impostos sobre a Propriedade | Histórico de Valorização | Fluxos de Caixa Anuais | Retorno sobre Investimento (ROI) | Data de Inclusão no Dataset | Fonte dos Dados | Valor aluguel | Preço de Venda Atual | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Condomínio | Cidade 2 | 2 | 3 | 132.516483 | 22 | Boa | Jardim, Piscina | 4263235 | 2008-06-22 | Não | 2.768413 | 143.211091 | 339.415339 | 3478.119342 | 0.130861 | 47250.323749 | 1.706093e+06 | 2015-11-03 | Kaggle | 860.0 | 2958033.0 |
| 1 | 1 | Apartamento | Cidade 9 | 1 | 3 | 277.617876 | 39 | Ruim | Jardim, Garagem | 271517 | 2001-05-13 | Não | 2.305382 | 3175.433219 | 273.780401 | 978.713651 | 0.309532 | 40263.767710 | 1.112115e+05 | 2010-04-24 | Redfin | 3661.0 | 1944660.0 |
| 2 | 2 | Casa | Cidade 4 | 4 | 2 | 73.943876 | 47 | Ruim | Garagem, Jardim | 2611165 | 2006-09-16 | Não | 5.911854 | 4975.962194 | 197.527322 | 572.693681 | 0.185829 | 28273.372180 | 1.046947e+06 | 2023-07-20 | Redfin | 2215.0 | 2102332.0 |
| 3 | 3 | Apartamento | Cidade 3 | 5 | 2 | 149.995177 | 12 | Excelente | Garagem, Jardim | 2783605 | 2017-01-28 | Sim | 3.730568 | 4608.266956 | 236.339819 | 4540.881077 | 0.383161 | 13499.608011 | 1.117232e+06 | 2015-04-23 | Redfin | 4744.0 | 3277862.0 |
| 4 | 4 | Apartamento | Cidade 10 | 1 | 3 | 237.060948 | 35 | Excelente | Piscina, Garagem | 3000312 | 2009-11-27 | Sim | 5.308840 | 1229.545915 | 117.187700 | 3597.972223 | 0.212832 | 12317.772252 | 1.202105e+06 | 2016-03-02 | Zillow | 2958.0 | 517393.0 |
| 5 | 5 | Casa | Cidade 4 | 4 | 3 | 171.028451 | 21 | Ruim | Garagem, Vista panorâmica | 1798657 | 2014-11-02 | Não | 3.291411 | 2649.516340 | 350.391313 | 4314.925559 | 0.314830 | 13762.064204 | 7.216678e+05 | 2010-04-24 | Redfin | 2260.0 | 1716584.0 |
| 6 | 6 | Apartamento | Cidade 9 | 4 | 4 | 276.196296 | 49 | Ruim | Garagem, Piscina | 3694184 | 1981-04-01 | Não | 5.490113 | 2208.246593 | 134.639519 | 1186.959227 | 0.491887 | 5909.035086 | 1.479432e+06 | 2020-04-07 | Redfin | 2237.0 | 3344543.0 |
| 7 | 7 | Apartamento | Cidade 10 | 1 | 3 | 72.902402 | 27 | Ruim | Piscina, Jardim | 3025938 | 2002-04-10 | Não | 4.873604 | 3116.994442 | 202.137453 | 1238.861111 | 0.130034 | 21696.504371 | 1.213364e+06 | 2020-04-13 | Zillow | 4720.0 | 741595.0 |
| 8 | 8 | Condomínio | Cidade 8 | 5 | 4 | 83.391028 | 48 | Excelente | Jardim, Garagem | 587883 | 2001-12-13 | Não | 4.971785 | 2515.373414 | 384.402228 | 1898.852297 | 0.411982 | 17313.872705 | 2.368038e+05 | 2022-03-28 | Kaggle | 1604.0 | 1109507.0 |
| 9 | 9 | Condomínio | Cidade 1 | 2 | 4 | 282.150713 | 35 | Média | Jardim, Piscina | 451315 | 2003-08-10 | Não | 2.378716 | 4399.569208 | 418.193536 | 1004.644968 | 0.252471 | 1386.989515 | 1.840348e+05 | 2018-04-21 | Redfin | 4956.0 | 2023914.0 |
| ID da Propriedade | Tipo de Imóvel | Localização | Número de Quartos | Número de Banheiros | Área Total (em metros quadrados) | Idade da Propriedade | Condição da Propriedade | Amenidades | Preço de Venda Anterior | Data de Venda Anterior | Histórico de Aluguel | Taxas de Juros Atuais | Custos de Manutenção Anuais | Taxas de Condomínio Mensais | Impostos sobre a Propriedade | Histórico de Valorização | Fluxos de Caixa Anuais | Retorno sobre Investimento (ROI) | Data de Inclusão no Dataset | Fonte dos Dados | Valor aluguel | Preço de Venda Atual | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 9990 | Apartamento | Cidade 1 | 3 | 2 | 188.933826 | 35 | Boa | Piscina, Jardim | 4423609 | 1996-08-23 | Não | 3.417959 | 4349.316011 | 196.783254 | 4429.452243 | 0.176968 | 28609.951387 | 1.771613e+06 | 2014-02-24 | Redfin | 891.0 | 2212517.0 |
| 9991 | 9991 | Casa | Cidade 8 | 3 | 4 | 188.803042 | 28 | Boa | Piscina, Garagem | 1878360 | 2003-04-22 | Sim | 3.627404 | 4708.766543 | 360.977808 | 4096.565080 | 0.293767 | 1913.502068 | 7.552038e+05 | 2010-11-01 | Redfin | 4888.0 | 3747763.0 |
| 9992 | 9992 | Condomínio | Cidade 5 | 5 | 3 | 213.393362 | 11 | Média | Jardim, Vista panorâmica | 2563957 | 1994-07-10 | Não | 2.499275 | 4715.144186 | 64.201043 | 4309.539101 | 0.468273 | 8417.170706 | 1.029157e+06 | 2018-04-05 | Zillow | 4192.0 | 65553.0 |
| 9993 | 9993 | Apartamento | Cidade 10 | 6 | 3 | 61.377925 | 2 | Média | Vista panorâmica, Piscina | 1100906 | 2004-03-01 | Não | 4.321973 | 4743.464468 | 309.014801 | 1741.610284 | 0.239185 | 36965.239492 | 4.437177e+05 | 2022-04-19 | Redfin | 4280.0 | 2993619.0 |
| 9994 | 9994 | Casa | Cidade 3 | 2 | 3 | 134.318686 | 10 | Média | Jardim, Piscina | 4268307 | 2006-09-16 | Não | 4.348243 | 1679.627978 | 422.760797 | 4355.327985 | 0.426578 | 49976.207553 | 1.708822e+06 | 2015-07-20 | Redfin | 1217.0 | 1840124.0 |
| 9995 | 9995 | Casa | Cidade 2 | 6 | 1 | 183.216309 | 46 | Ruim | Garagem, Jardim | 3123848 | 1995-04-25 | Sim | 4.212746 | 4822.579775 | 154.415832 | 681.528393 | 0.495148 | 35419.063051 | 1.251642e+06 | 2021-06-02 | Redfin | 1313.0 | 4660457.0 |
| 9996 | 9996 | Casa | Cidade 9 | 4 | 4 | 157.008498 | 41 | Boa | Garagem, Vista panorâmica | 686329 | 2022-07-07 | Não | 5.553828 | 1296.651818 | 102.647440 | 977.801561 | 0.147797 | 17680.611779 | 2.758138e+05 | 2013-12-05 | Redfin | 1862.0 | 4304307.0 |
| 9997 | 9997 | Casa | Cidade 6 | 6 | 4 | 296.854311 | 49 | Excelente | Garagem, Piscina | 4878610 | 2004-03-15 | Não | 4.106817 | 3211.269911 | 314.515677 | 4584.958218 | 0.161231 | 16307.348510 | 1.953689e+06 | 2011-02-26 | Redfin | 1805.0 | 2571834.0 |
| 9998 | 9998 | Casa | Cidade 7 | 5 | 3 | 243.876824 | 14 | Excelente | Vista panorâmica, Piscina | 1865027 | 2014-03-20 | Sim | 5.265023 | 3702.116691 | 369.873217 | 1293.869753 | 0.316905 | 16460.208580 | 7.487648e+05 | 2018-01-22 | Redfin | 3562.0 | 545221.0 |
| 9999 | 9999 | Condomínio | Cidade 8 | 6 | 1 | 194.476429 | 8 | Ruim | Vista panorâmica, Piscina | 4419220 | 2015-12-23 | Não | 3.733823 | 2189.432347 | 122.061329 | 4656.451603 | 0.496489 | 14726.370714 | 1.770679e+06 | 2011-07-11 | Zillow | 4533.0 | 582748.0 |